{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "4e2435fc-4d50-4599-aa92-138e8b21af46",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import predict_utils\n",
    "import pandas as pd\n",
    "import random\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import torch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1e54aca7-a21a-4ea7-b1f5-2180a3814469",
   "metadata": {},
   "outputs": [],
   "source": [
    "n_output = 4\n",
    "n_epochs = 256\n",
    "batch_size = 64\n",
    "lr_init = 0.01\n",
    "n_input = 7\n",
    "n_hidden = 4\n",
    "seed = 42"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "708e6cd2-847b-4641-b14c-215fa833eba2",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "model = predict_utils.load_model(n_input, n_output, n_hidden, seed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "74aa6fd3-83dd-40b0-b2e4-4f8def8f88d3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>time</th>\n",
       "      <th>dv1</th>\n",
       "      <th>dv2</th>\n",
       "      <th>mv1</th>\n",
       "      <th>cv1</th>\n",
       "      <th>cv2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2022-11-17 00:00:00</td>\n",
       "      <td>-1.252601</td>\n",
       "      <td>-0.192770</td>\n",
       "      <td>0.562829</td>\n",
       "      <td>-0.579064</td>\n",
       "      <td>1.397860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2022-11-17 00:00:30</td>\n",
       "      <td>-0.577421</td>\n",
       "      <td>-0.706154</td>\n",
       "      <td>0.683501</td>\n",
       "      <td>-0.568336</td>\n",
       "      <td>1.269103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2022-11-17 00:01:00</td>\n",
       "      <td>-1.336999</td>\n",
       "      <td>-0.499144</td>\n",
       "      <td>0.823359</td>\n",
       "      <td>-0.596228</td>\n",
       "      <td>1.236914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2022-11-17 00:01:30</td>\n",
       "      <td>-0.746216</td>\n",
       "      <td>-0.032682</td>\n",
       "      <td>0.883948</td>\n",
       "      <td>-0.525902</td>\n",
       "      <td>1.365671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2022-11-17 00:02:00</td>\n",
       "      <td>-0.915011</td>\n",
       "      <td>-0.888323</td>\n",
       "      <td>0.826389</td>\n",
       "      <td>-0.606479</td>\n",
       "      <td>1.140346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20005</th>\n",
       "      <td>2022-11-23 22:42:30</td>\n",
       "      <td>-0.408626</td>\n",
       "      <td>0.243331</td>\n",
       "      <td>0.556518</td>\n",
       "      <td>0.854874</td>\n",
       "      <td>-1.241660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20006</th>\n",
       "      <td>2022-11-23 22:43:00</td>\n",
       "      <td>-0.577421</td>\n",
       "      <td>0.367537</td>\n",
       "      <td>0.525214</td>\n",
       "      <td>0.866317</td>\n",
       "      <td>-1.209470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20007</th>\n",
       "      <td>2022-11-23 22:43:30</td>\n",
       "      <td>-0.408626</td>\n",
       "      <td>0.270932</td>\n",
       "      <td>0.567121</td>\n",
       "      <td>0.799567</td>\n",
       "      <td>-1.273849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20008</th>\n",
       "      <td>2022-11-23 22:44:00</td>\n",
       "      <td>-0.493023</td>\n",
       "      <td>0.290253</td>\n",
       "      <td>0.546925</td>\n",
       "      <td>0.875376</td>\n",
       "      <td>-1.209470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20009</th>\n",
       "      <td>2022-11-23 22:44:30</td>\n",
       "      <td>-2.602961</td>\n",
       "      <td>1.830406</td>\n",
       "      <td>0.720864</td>\n",
       "      <td>0.898739</td>\n",
       "      <td>-1.177281</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20010 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     time       dv1       dv2       mv1       cv1       cv2\n",
       "0     2022-11-17 00:00:00 -1.252601 -0.192770  0.562829 -0.579064  1.397860\n",
       "1     2022-11-17 00:00:30 -0.577421 -0.706154  0.683501 -0.568336  1.269103\n",
       "2     2022-11-17 00:01:00 -1.336999 -0.499144  0.823359 -0.596228  1.236914\n",
       "3     2022-11-17 00:01:30 -0.746216 -0.032682  0.883948 -0.525902  1.365671\n",
       "4     2022-11-17 00:02:00 -0.915011 -0.888323  0.826389 -0.606479  1.140346\n",
       "...                   ...       ...       ...       ...       ...       ...\n",
       "20005 2022-11-23 22:42:30 -0.408626  0.243331  0.556518  0.854874 -1.241660\n",
       "20006 2022-11-23 22:43:00 -0.577421  0.367537  0.525214  0.866317 -1.209470\n",
       "20007 2022-11-23 22:43:30 -0.408626  0.270932  0.567121  0.799567 -1.273849\n",
       "20008 2022-11-23 22:44:00 -0.493023  0.290253  0.546925  0.875376 -1.209470\n",
       "20009 2022-11-23 22:44:30 -2.602961  1.830406  0.720864  0.898739 -1.177281\n",
       "\n",
       "[20010 rows x 6 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_transformed = pd.read_pickle('tmp/train_transformeed.pkl')\n",
    "train_transformed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "5bd50e99-db78-4d9d-92d9-c2a6a3d1c5b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 900x1200 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# sample_start = random.randint(0, 20003)\n",
    "sample_start = 18215\n",
    "sample_input = train_transformed.iloc[sample_start:sample_start + 7, :]\n",
    "fig = plt.figure(num=1, figsize=(6, 8), dpi=150)\n",
    "for i, kpi in enumerate(['dv1', 'dv2', 'mv1', 'cv1', 'cv2']):\n",
    "    plt.subplot(5, 1, i+1)\n",
    "    plt.title(kpi)\n",
    "    plt.plot(sample_input.time, sample_input[kpi])\n",
    "fig.tight_layout()\n",
    "plt.savefig('figures/sample_input.svg')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0bc77cb1-91cc-4c9c-b398-9c1909c83a1d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x1200 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bias = np.arange(-1., 1.0001, 0.01).reshape(-1, 1)\n",
    "fig = plt.figure(num=1, figsize=(6, 8), dpi=150)\n",
    "for i, observe_col in enumerate(['dv1', 'dv2', 'mv1', 'cv1', 'cv2']):\n",
    "    new_input = sample_input.copy()\n",
    "    target, exog = new_input[['cv1', 'cv2']].values, new_input[['dv1', 'dv2', 'mv1']].values\n",
    "    target, exog = np.repeat(np.expand_dims(target, axis=0), repeats=bias.shape[0], axis=0), np.repeat(np.expand_dims(exog, axis=0), repeats=bias.shape[0], axis=0)\n",
    "    if observe_col in ['dv1', 'dv2', 'mv1']:\n",
    "        exog[:, :, i] += bias\n",
    "    else:\n",
    "        target[:, :, i - 3] += bias\n",
    "    target, exog = torch.tensor(target, device='cpu', dtype=torch.float64), torch.tensor(exog, device='cpu', dtype=torch.float64)\n",
    "    new_prediction = model.single_predict(target, exog).detach().numpy() # 调用模型的单点预测函数\n",
    "    for j, kpi in enumerate(['cv1', 'cv2']):\n",
    "        plt.subplot(5, 2, 2 * i + j + 1)\n",
    "        plt.xlabel(f'change on {observe_col}')\n",
    "        plt.ylabel(f'predicted {kpi}')\n",
    "        plt.plot(bias.flatten(), new_prediction[:, j])\n",
    "fig.tight_layout()\n",
    "plt.savefig('figures/observations.svg')\n",
    "plt.show()\n",
    "# new_prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "23e5550e-a1e0-4cca-a38f-4f76c710dc7d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "pytorch",
   "language": "python",
   "name": "pytorch"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
